Query Answer Retrieval Modifications for RkNN-HRT Sample Clauses

Query Answer Retrieval Modifications for RkNN-HRT. Query answering in RkNN-HRT is similar to the described methods for RkNN-HG with some differences. In this section, we highlight the necessary modifications to Algorithm 3 to work for Xxxxxxx R-Tree indexing structure using the example in Figure 4.4. First, Q is located as cell c11 using the locateQueryCell method similar to RkNN-HG. Instead of examining grid cells, we only check leaf nodes in this method, so the candidate and influence cells are substituted by leaf node MBRs. The pruning phase also uses a different search strategy while pruning methods are the same. Since leaf node summaries in DBcnt include both minimum bounding rectangle mbr and the largest Xxxxxxx values of their data lhv, we can search for candidates by examining the closest leaf nodes based on minimum Euclidean distance or Xxxxxxx values. In our example, if we search using Xxxxxxx values, the algorithm finds R1 as the closest leaf since its Xxxxxxx value R1.lhv is 3; Alternatively, if Euclidean distance is used, R2.mbr has the minimum distance to q and is examined first. Our experiments showed no significant difference between these two strategies, so we only used Xxxxxxx values for more efficiency. The stopping criteria for the pruning phase is also changed since we do not examine empty spaces any more, so all of the leaf nodes are probed before the algorithm stops. However, by examining the closer nodes first which are more likely to be candidates, many of the farther nodes will be pruned by them reducing the cost for computation of half-planes. We use the same pruning methods as RkNN-HG. The rest of the algorithm remains the same.
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